# Miru (YC S24) (@mirurobotics) on x

- id: koinon:creator:x_mirurobotics
- url: https://koinonlink.com/kol/x/mirurobotics
- schema_version: 1.4

## Identity
- platform: x
- handle: mirurobotics
- platform_url: https://twitter.com/mirurobotics
- website: https://www.miruml.com
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 598
- following: 2
- posts_total: 57
- posts_observed: 28
- posts_per_day: 0.066
- account_age_days: 858
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00669
- best_post_interactions: 4
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: devtools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Robotics BOM strategy, Configuration management for robotics, Hardware scalability in robotics, Customer-driven robotics design, Robotics foundation models, Hardware engineering best practices
- bio: Configuration Management for Robotics

## Audience (inferred)
- status: present
- description: Robotics engineers and hardware founders building scalable robotics systems, primarily focused on hardware design, BOM strategy, and configuration management
- roles: dev
- seniority: practitioner
- pain_points: Struggling to define a realistic and scalable BOM early in product development, Failing to align hardware choices with actual customer needs, leading to over-engineering or under-performance, Lack of systematic configuration management tools for robotics hardware, Difficulty in balancing cost, performance, and scalability in robotics product design
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 57
- authenticity_basis: engagement_observed
- credibility_score: 57
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_mirurobotics#96333573] https://t.co/G67hmYO2hz (https://twitter.com/mirurobotics)
- [x_mirurobotics#4c933402] https://t.co/NBdUAUTkhE
- [x_mirurobotics#3a231ede] https://t.co/JsJT00bcJN
- [x_mirurobotics#67413386] https://t.co/zR9GiUGKig
- [x_mirurobotics#9f63eb3b] https://t.co/MlfM75z6fd
- [x_mirurobotics#7808eaae] Had fun sitting down with Ashutosh Saxena, Founder and CEO of @TorqueAGI . Torque builds robotics foundation models for F100 companies like John Deere. Previously, Ashutosh took a company public and completed his PhD under Andrew Ng at Stanford. https://t.co/SAZePmZyFE https://t.
- [x_mirurobotics#f0118f40] Before scoping out your BOM, think backwards from your customers' needs. If they need powerful sensors to accomplish the task, then by all means, buy them. But if something cheaper and simpler will suffice, then use it. This helps improve reliability and improve ROI. https://t.co
- [x_mirurobotics#00744a2e] Your BOM isn't magic. You can't get to a meaningful scale and then decide arbitrarily to cut costs. Have a target BOM from day one, and build your constraints around that. This m

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_mirurobotics
- Request removal: https://koinonlink.com/claim?k=x_mirurobotics
- Terms: https://koinonlink.com/for-ai